Crack Detection Segmentation ML Frameworks
Deep learning and computer vision tools for detecting, segmenting, and classifying cracks in infrastructure (concrete, roads, surfaces) and materials. Does NOT include general object detection frameworks, medical crack/fracture analysis, or non-crack defect detection systems.
There are 12 crack detection segmentation frameworks tracked. 1 score above 50 (established tier). The highest-rated is yhlleo/DeepSegmentor at 50/100 with 302 stars.
Get all 12 projects as JSON
curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=crack-detection-segmentation&limit=20"
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| # | Framework | Score | Tier |
|---|---|---|---|
| 1 |
yhlleo/DeepSegmentor
A Pytorch implementation of DeepCrack and RoadNet projects. |
|
Established |
| 2 |
khanhha/crack_segmentation
This repository contains code and dataset for the task crack segmentation... |
|
Emerging |
| 3 |
yhlleo/DeepCrack
DeepCrack: A Deep Hierarchical Feature Learning Architecture for Crack... |
|
Emerging |
| 4 |
KentaItakura/Crack-detection-using-one-class-SVM
This demo shows how to detect the crack images using one-class SVM using MATLAB. |
|
Emerging |
| 5 |
nantonzhang/Awesome-Crack-Detection
A comprehensive paper list of deep learning for crack detection, in terms of... |
|
Emerging |
| 6 |
tahmidmir/Pavement-Crack-Inspection-using-CNNs-Vision-Transformers
Intelligent System for Detecting Asphalt Cracks Using CNN and Vision Transformer |
|
Emerging |
| 7 |
mrFahrenhiet/CrackSegmentationDeepLearning
Multiscale Attention Based Efficient U-Net for Crack Segmentation, segments... |
|
Experimental |
| 8 |
KentaItakura/Classify-crack-image-and-explain-why-using-MATLAB
This repo shows how to classify crack images and discuss the result with grad-cam |
|
Experimental |
| 9 |
Arshianb/Delamination-detection-in-composite-laminates-using-deep-learning
Delamination Detection on composite laminar based on Vibration using deep learning |
|
Experimental |
| 10 |
kishan0818/TrackCrack
An app to monitor Railway track cracks integrated with IoT and ML |
|
Experimental |
| 11 |
agoor97/Cracks_Detection
This Repository provides a Cracks Detection Implementation using Deep... |
|
Experimental |
| 12 |
AravindXD/Cracks
A website that compares multiple deep learning models for crack segmentation... |
|
Experimental |